{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0e809420",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "os.makedirs('figures/', exist_ok=True)\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_context(\"paper\", font_scale=2)\n",
    "\n",
    "import os\n",
    "from pathlib import Path\n",
    "import sys\n",
    "os.makedirs('figures/', exist_ok=True)\n",
    "# set the environment variable for the current process\n",
    "os.environ[\"DATA_ROOT\"] = \"D:/Users/Paschalis/phd/data/\"\n",
    "\n",
    "repo_root = Path.cwd().parent\n",
    "# point to src directory for imports\n",
    "sys.path.insert(0, str(repo_root / \"src\"))\n",
    "\n",
    "repo_root = Path.cwd().parent\n",
    "# point to src directory for imports\n",
    "sys.path.insert(0, str(repo_root / \"src\"))\n",
    "os.makedirs('figures/', exist_ok=True)\n",
    "\n",
    "# custom colorblind-friendly palette based on Okabe-Ito\n",
    "from connecting_people.viz import set_palette\n",
    "set_palette()\n",
    "\n",
    "data_root = Path(os.environ[\"DATA_ROOT\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "84070856",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data(file_path):\n",
    "    \"\"\"Load the dataset from CSV and return the DataFrame.\"\"\"\n",
    "    return pd.read_parquet(file_path, engine='pyarrow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9163b0ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_path = Path(data_root / \"connecting_people2/graph_category_century2.parquet\")\n",
    "connections_df_copy = load_data(file_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a7fcf305",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Source_Century</th>\n",
       "      <th>Source_Category</th>\n",
       "      <th>Target_Century</th>\n",
       "      <th>Target_Category</th>\n",
       "      <th>n_connections</th>\n",
       "      <th>temporal_span</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16847</th>\n",
       "      <td>20.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Military</td>\n",
       "      <td>4862</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16848</th>\n",
       "      <td>20.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Music</td>\n",
       "      <td>11145</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16849</th>\n",
       "      <td>20.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Religion</td>\n",
       "      <td>436</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16850</th>\n",
       "      <td>20.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Science</td>\n",
       "      <td>3313</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16851</th>\n",
       "      <td>20.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>874081</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Source_Century Source_Category  Target_Century Target_Category  \\\n",
       "16847            20.0          Sports            20.0        Military   \n",
       "16848            20.0          Sports            20.0           Music   \n",
       "16849            20.0          Sports            20.0        Religion   \n",
       "16850            20.0          Sports            20.0         Science   \n",
       "16851            20.0          Sports            20.0          Sports   \n",
       "\n",
       "       n_connections  temporal_span  \n",
       "16847           4862            0.0  \n",
       "16848          11145            0.0  \n",
       "16849            436            0.0  \n",
       "16850           3313            0.0  \n",
       "16851         874081            0.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time_span_connections = connections_df_copy.copy()\n",
    "time_span_connections['temporal_span'] = connections_df_copy['Source_Century'] - connections_df_copy['Target_Century']\n",
    "# -n will be a connection to the future and how far to the future (e.g., -6 - (-5) = ) \n",
    "time_span_connections.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4a0af417",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # normalize based on outgoing and incoming links per century\n",
    "# # 2) outgoing total (row sums)\n",
    "# row_totals = time_span_connections.groupby(['Source_Century', 'Source_Category'])['n_connections'].sum().reset_index(name='row_total')\n",
    "\n",
    "# # 3) incoming total (columns sums)\n",
    "# col_totals = time_span_connections.groupby(['Target_Century', 'Target_Category'])['n_connections'].sum().reset_index(name='col_total')\n",
    "\n",
    "# normal_connections_outgoing = time_span_connections.merge(row_totals, on=['Source_Century', 'Source_Category'])\n",
    "# normal_connections_outgoing['n_connections_norm_outgoing'] = normal_connections_outgoing['n_connections'] / normal_connections_outgoing['row_total']\n",
    "\n",
    "# normal_connections_incoming = time_span_connections.merge(col_totals, on=['Target_Century', 'Target_Category'])\n",
    "# normal_connections_incoming['n_connections_norm_incoming'] = normal_connections_incoming['n_connections'] / normal_connections_incoming['col_total']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6a4ee9a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # read the normalized data\n",
    "# normal_connections_outgoing.to_parquet(Path(data_root / \"connecting_people2/graph_category_century_normalized_outgoing2.parquet\"), \n",
    "#                                        engine=\"pyarrow\", \n",
    "#                                        compression=\"gzip\")\n",
    "# normal_connections_incoming.to_parquet(Path(data_root / \"connecting_people2/graph_category_century_normalized_incoming2.parquet\"), \n",
    "#                                        engine=\"pyarrow\", \n",
    "#                                        compression=\"gzip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a9c327d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "normal_connections_outgoing = pd.read_parquet(Path(data_root / \"connecting_people2/graph_category_century_normalized_outgoing2.parquet\"), \n",
    "                                              engine=\"pyarrow\")\n",
    "normal_connections_incoming = pd.read_parquet(Path(data_root / \"connecting_people2/graph_category_century_normalized_incoming2.parquet\"), \n",
    "                                              engine=\"pyarrow\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0e839412",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.2956919060052219\n",
      "0.0\n"
     ]
    }
   ],
   "source": [
    "print(time_span_connections[\"temporal_span\"].mean())\n",
    "print(time_span_connections[\"temporal_span\"].median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3ed153be",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test = time_span_connections.copy()\n",
    "\n",
    "def remap_century(c):\n",
    "    \"\"\"\n",
    "    Remap century values for better plotting alignment.\n",
    "    Shifts positive centuries by -1 to align with zero-based indexing.\n",
    "    \"\"\"\n",
    "    return c - 1 if c > 0 else c\n",
    "    \n",
    "test['Source_Pos'] = test['Source_Century'].apply(remap_century)\n",
    "test['Target_Pos'] = test['Target_Century'].apply(remap_century)\n",
    "original_centuries = np.sort(np.unique(np.concatenate([test['Source_Century'], test['Target_Century']])))\n",
    "mapped_ticks = np.array([remap_century(c) for c in original_centuries])\n",
    "test['n_connections'] = np.log10(test['n_connections']) + 1\n",
    "\n",
    "# Calculate min/max positions\n",
    "min_pos = remap_century(original_centuries.min())\n",
    "max_pos = remap_century(original_centuries.max())\n",
    "\n",
    "plt.figure(figsize=(14, 12))\n",
    "g = sns.kdeplot(\n",
    "    data=test,\n",
    "    x=\"Target_Pos\",      # X-axis: Target Century\n",
    "    y=\"Source_Pos\",      # Y-axis: Source Century\n",
    "    weights=\"n_connections\",\n",
    "    fill=True,\n",
    "    thresh=0,\n",
    "    levels=25,\n",
    "    bw_adjust=.35,\n",
    "    cmap=\"cubehelix\",\n",
    "    cbar=True)\n",
    "\n",
    "# increase the font size of the color bar\n",
    "cbar = g.collections[0].colorbar\n",
    "cbar.ax.tick_params()\n",
    "cbar.set_label(\"Connection Density (log₁₀ scale)\")\n",
    "# Set ticks and labels\n",
    "g.set_xticks(mapped_ticks)\n",
    "g.set_yticks(mapped_ticks)\n",
    "g.set_xticklabels([str(int(c)) for c in original_centuries])\n",
    "g.set_yticklabels([str(int(c)) for c in original_centuries])\n",
    "\n",
    "# Add diagonal reference line to show same-century connections\n",
    "plt.plot([min_pos, max_pos], [min_pos, max_pos], 'white', linestyle='--')\n",
    "\n",
    "# # Add shaded band for ±1.2 centuries\n",
    "# band_width = 1.2\n",
    "# plt.fill_between([min_pos, max_pos], \n",
    "#                  [min_pos - band_width, max_pos - band_width],\n",
    "#                  [min_pos + band_width, max_pos + band_width],\n",
    "#                  color='white', alpha=0.1, label=f'±{band_width} centuries')\n",
    "\n",
    "# Labels and formatting\n",
    "plt.title('Density of Connections Between Centuries', pad=20)\n",
    "plt.xlabel(\"Target Century\")\n",
    "plt.ylabel(\"Source Century\")\n",
    "g.set_xlim(min_pos, max_pos)\n",
    "g.set_ylim(min_pos-0.4, max_pos)\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('../figures/temp_span_direction/', 'density_connections_by_century_mapped.png'), dpi=500, bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "bio2bio",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.19"
  }
 },
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